The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-02-02"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "103869838 (up from 103412998 yesterday: 0.44 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2253064 (up from 2238128 yesterday: 0.67 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 12229375

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.17



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 26435557 114437 0.43 3557855 446885 3530 0.80 1.69
India 10777284 11039 0.10 282137 154596 110 0.07 1.43
Brazil 9283418 54096 0.59 1087781 226309 1210 0.54 2.44
United Kingdom 3863757 16906 0.44 690466 108225 1451 1.36 2.80
Russia 3842145 16406 0.43 429755 72982 526 0.73 1.90
France 3283645 23337 0.72 419285 77383 726 0.95 2.36
Spain 2851869 29064 1.03 714649 59805 724 1.23 2.10
Italy 2570608 9651 0.38 267345 89344 499 0.56 3.48
Turkey 2492977 7795 0.31 146692 26237 120 0.46 1.05
Germany 2240017 7690 0.34 271691 58992 933 1.61 2.63
Colombia 2114597 10091 0.48 298515 54576 304 0.56 2.58
Argentina 1943548 9695 0.50 198844 48426 177 0.37 2.49
Mexico 1874092 4384 0.23 318064 159533 433 0.27 8.51
Poland 1520215 4326 0.29 124436 37476 254 0.68 2.47
South Africa 1458958 2649 0.18 199210 44946 547 1.23 3.08
Iran 1431416 6820 0.48 132394 58110 72 0.12 4.06
Ukraine 1266464 2631 0.21 106221 24100 169 0.71 1.90
Peru 1142716 4477 0.39 105366 41181 155 0.38 3.60
Indonesia 1099687 10379 0.95 252922 30581 304 1.00 2.78
Netherlands 998924 3624 0.36 103381 14218 83 0.59 1.42
Czechia 994514 7185 0.73 149715 16545 153 0.93 1.66
Canada 791145 2948 0.37 112073 20242 97 0.48 2.56
Chile 734035 3147 0.43 84900 18559 22 0.12 2.53
Romania 732732 2676 0.37 55764 18513 111 0.60 2.53
Portugal 731861 5540 0.76 235309 13017 260 2.04 1.78
Belgium 713271 1854 0.26 45949 21173 49 0.23 2.97
Israel 659978 7732 1.19 149915 4887 71 1.47 0.74
Iraq 621755 1135 0.18 17206 13068 11 0.08 2.10
Sweden 576606 9649 1.70 69740 11815 224 1.93 2.05
Pakistan 549032 1384 0.25 40208 11802 56 0.48 2.15
Bangladesh 536107 525 0.10 12087 8149 12 0.15 1.52
Philippines 528853 1581 0.30 37595 10874 67 0.62 2.06
Switzerland 526728 1633 0.31 39371 9489 37 0.39 1.80
Morocco 472273 835 0.18 18484 8309 22 0.27 1.76
Austria 416763 1241 0.30 32930 7847 69 0.89 1.88
Serbia 398905 1903 0.48 34981 4056 18 0.45 1.02
Japan 394269 2313 0.59 95948 5952 119 2.04 1.51
Hungary 369288 578 0.16 24936 12656 78 0.62 3.43
Saudi Arabia 368639 310 0.08 4543 6383 4 0.06 1.73
Jordan 329194 1132 0.35 19348 4334 8 0.18 1.32
Panama 322201 1098 0.34 37108 5339 43 0.81 1.66
United Arab Emirates 309649 3310 1.08 73424 866 7 0.81 0.28
Lebanon 305842 2770 0.91 78894 3226 81 2.58 1.05
Nepal 271289 171 0.06 5591 2030 1 0.05 0.75
Georgia 259209 858 0.33 17572 3208 14 0.44 1.24
Slovakia 252094 1737 0.69 40615 4784 73 1.55 1.90
Ecuador 251279 293 0.12 28712 14915 25 0.17 5.94
Belarus 249994 699 0.28 34270 1737 9 0.52 0.69
Kazakhstan 238364 1335 0.56 27388 3047 1 0.03 1.28
Croatia 232907 387 0.17 11925 5071 17 0.34 2.18
Azerbaijan 230455 159 0.07 5109 3141 5 0.16 1.36
Malaysia 222628 3455 1.58 81095 791 21 2.73 0.36
Bulgaria 220547 967 0.44 10666 9178 36 0.39 4.16
Bolivia 220426 2127 0.97 43665 10513 74 0.71 4.77
Dominican Republic 215920 834 0.39 31132 2704 16 0.60 1.25
Tunisia 211412 1367 0.65 46476 6893 91 1.34 3.26
Denmark 200041 397 0.20 15565 2161 15 0.70 1.08
Ireland 198424 871 0.44 42833 3418 101 3.04 1.72
Costa Rica 195009 440 0.23 13916 2641 7 0.27 1.35
Lithuania 183444 546 0.30 19917 2847 17 0.60 1.55
Slovenia 168486 1650 0.99 26899 3541 19 0.54 2.10
Armenia 167231 143 0.09 4588 3089 5 0.16 1.85
Egypt 167013 521 0.31 15290 9407 47 0.50 5.63
Kuwait 166654 811 0.49 11319 960 1 0.10 0.58
Moldova 160725 639 0.40 10587 3462 16 0.46 2.15
Guatemala 160299 667 0.42 15317 5709 36 0.63 3.56
West Bank and Gaza 159956 513 0.32 10988 1849 9 0.49 1.16
Greece 158716 1221 0.78 12696 5851 22 0.38 3.69
Qatar 152095 375 0.25 5816 249 0 0.00 0.16
Honduras 148951 1108 0.75 19146 3614 4 0.11 2.43
Burma 140354 0 0.00 8617 3138 0 0.00 2.24
Ethiopia 138861 477 0.34 9869 2116 13 0.62 1.52
Oman 134685 161 0.12 3741 1532 0 0.00 1.14
Paraguay 134482 701 0.52 16892 2750 17 0.62 2.04
Nigeria 133552 1634 1.24 30951 1613 6 0.37 1.21
Venezuela 127752 406 0.32 10453 1202 6 0.50 0.94
Bosnia and Herzegovina 122461 262 0.21 6261 4737 13 0.28 3.87
Libya 120434 1032 0.86 14404 1896 13 0.69 1.57
Algeria 107841 263 0.24 5200 2898 4 0.14 2.69
Bahrain 104239 657 0.63 8044 376 0 0.00 0.36
Kenya 101009 153 0.15 2577 1766 0 0.00 1.75
China 100177 50 0.05 3082 4820 2 0.04 4.81

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3355781 13134 0.39 523696 41902 500 1.21 1.25 84930.20 1060.48 1 in 12
Texas 2431687 19060 0.79 417042 37619 374 1.00 1.55 83863.19 1297.39 1 in 12
Florida 1737640 10533 0.61 234158 26822 137 0.51 1.54 80904.24 1248.83 1 in 12
New York 1436788 7949 0.56 272226 43982 177 0.40 3.06 73857.33 2260.87 1 in 14
Illinois 1130917 2304 0.20 90749 21336 63 0.30 1.89 89246.60 1683.74 1 in 11
Georgia 917440 4961 0.54 143748 14450 208 1.46 1.58 86408.91 1360.97 1 in 12
Ohio 902736 3657 0.41 109798 11336 106 0.94 1.26 77228.87 969.79 1 in 13
Pennsylvania 854197 4231 0.50 116203 21775 124 0.57 2.55 66723.77 1700.91 1 in 15
Arizona 765083 2938 0.39 128983 13362 238 1.81 1.75 100471.93 1754.72 1 in 10
North Carolina 764228 2926 0.38 128253 9409 67 0.72 1.23 72866.31 897.11 1 in 14
Tennessee 731360 2173 0.30 70486 9900 147 1.51 1.35 107030.79 1448.81 1 in 9
New Jersey 703496 3150 0.45 108747 21584 71 0.33 3.07 79202.99 2430.03 1 in 13
Indiana 629903 1512 0.24 59426 10054 65 0.65 1.60 93565.44 1493.42 1 in 11
Michigan 614143 1433 0.23 43993 15609 73 0.47 2.54 61495.12 1562.95 1 in 16
Wisconsin 594217 1296 0.22 38968 6480 44 0.68 1.09 102056.46 1112.94 1 in 10
Massachusetts 528662 2239 0.43 86133 14652 45 0.31 2.77 76071.91 2108.35 1 in 13
Virginia 510380 2740 0.54 102433 6517 43 0.66 1.28 59794.84 763.52 1 in 17
Missouri 476020 1253 0.26 35871 7310 266 3.78 1.54 77560.18 1191.05 1 in 13
Minnesota 463132 604 0.13 24265 6278 8 0.13 1.36 82120.96 1113.19 1 in 12
Alabama 462938 2078 0.45 55090 7894 206 2.68 1.71 94415.77 1609.97 1 in 11
South Carolina 447904 1988 0.45 88547 7318 35 0.48 1.63 86993.37 1421.33 1 in 11
Louisiana 404194 2603 0.65 51255 8953 41 0.46 2.22 86945.99 1925.88 1 in 12
Colorado 398037 936 0.24 33701 5650 9 0.16 1.42 69118.81 981.12 1 in 14
Oklahoma 392164 1296 0.33 54707 3602 38 1.07 0.92 99107.12 910.29 1 in 10
Kentucky 366929 2431 0.67 58201 3812 32 0.85 1.04 82129.78 853.24 1 in 12
Maryland 356541 905 0.25 44190 7188 34 0.48 2.02 58974.51 1188.95 1 in 17
Utah 348409 1201 0.35 38780 1685 17 1.02 0.48 108675.47 525.58 1 in 9
Iowa 321274 1087 0.34 22019 4919 13 0.26 1.53 101827.85 1559.08 1 in 10
Washington 314692 1357 0.43 36148 4316 -2 -0.05 1.37 41325.86 566.78 1 in 24
Arkansas 298004 1510 0.51 38451 4939 44 0.90 1.66 98747.94 1636.61 1 in 10
Nevada 279957 811 0.29 27115 4324 46 1.08 1.54 90890.53 1403.83 1 in 11
Kansas 279155 147 0.05 29352 3797 0 0.00 1.36 95820.43 1303.33 1 in 10
Mississippi 276531 825 0.30 34574 6132 76 1.25 2.22 92915.71 2060.38 1 in 11
Connecticut 256522 2568 1.01 39475 7133 14 0.20 2.78 71949.89 2000.68 1 in 14
Nebraska 191437 487 0.26 13767 1929 9 0.47 1.01 98964.13 997.20 1 in 10
New Mexico 174982 432 0.25 17008 3310 15 0.46 1.89 83450.77 1578.57 1 in 12
Idaho 163656 491 0.30 12383 1741 6 0.35 1.06 91322.58 971.50 1 in 11
Oregon 143978 605 0.42 16198 1981 23 1.17 1.38 34136.32 469.68 1 in 29
West Virginia 121935 510 0.42 18732 2031 3 0.15 1.67 68228.86 1136.45 1 in 15
Rhode Island 116191 235 0.20 14798 2186 13 0.60 1.88 109680.27 2063.51 1 in 9
South Dakota 108431 116 0.11 4688 1779 1 0.06 1.64 122568.13 2010.94 1 in 8
North Dakota 97797 117 0.12 2829 1447 0 0.00 1.48 128332.08 1898.80 1 in 8
Puerto Rico 94526 288 0.31 10099 1846 10 0.54 1.95 29597.70 578.01 1 in 34
Montana 94384 314 0.33 7307 1249 15 1.22 1.32 88310.20 1168.62 1 in 11
Delaware 78696 201 0.26 12250 1108 7 0.64 1.41 80816.30 1137.85 1 in 12
New Hampshire 66058 0 0.00 12909 1059 0 0.00 1.60 48582.38 778.84 1 in 21
Alaska 54594 135 0.25 4072 279 17 6.49 0.51 74628.36 381.38 1 in 13
Wyoming 52128 71 0.14 4056 624 28 4.70 1.20 90068.58 1078.17 1 in 11
Maine 39960 417 1.05 9634 618 23 3.87 1.55 29727.45 459.75 1 in 34
District of Columbia 37008 0 0.00 4585 916 0 0.00 2.48 52437.91 1297.91 1 in 19
Hawaii 26218 62 0.24 2362 409 0 0.00 1.56 18517.21 288.87 1 in 54
Vermont 12196 113 0.94 2949 176 1 0.57 1.44 19545.22 282.06 1 in 51

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 42851891 3355781 7.83 6343507 523696 8.26 1084522.4
2 Texas 17605821 2431687 13.81 2574290 417042 16.20 607183.5
3 Florida 19326910 1737640 8.99 2294940 234158 10.20 899857.8
4 New York 32486988 1436788 4.42 4765411 272226 5.71 1669976.4
5 Illinois 16161454 1130917 7.00 1897977 90749 4.78 1275385.3
6 Georgia 6494048 917440 14.13 756186 143748 19.01 611640.7
7 Ohio 9146476 902736 9.87 920841 109798 11.92 782479.1
8 Pennsylvania 4507117 854197 18.95 370528 116203 31.36 352063.8
9 Arizona 3476921 765083 22.00 361177 128983 35.71 456594.9
10 North Carolina 9019271 764228 8.47 1291622 128253 9.93 859954.1
11 Tennessee 6458818 731360 11.32 472802 70486 14.91 945214.9
12 New Jersey 9570808 703496 7.35 1101402 108747 9.87 1077527.9
13 Indiana 7067175 629903 8.91 892047 59426 6.66 1049754.2
14 Michigan 9434957 614143 6.51 810914 43993 5.43 944737.4
15 Wisconsin 6204596 594217 9.58 559661 38968 6.96 1065636.1
16 Massachusetts 13782465 528662 3.84 1937756 86133 4.44 1983230.3
17 Virginia 5281726 510380 9.66 640759 102433 15.99 618793.8
18 Missouri 4173283 476020 11.41 329045 35871 10.90 679972.6
19 Minnesota 6264836 463132 7.39 549842 24265 4.41 1110859.0
20 Alabama 2133836 462938 21.70 152817 55090 36.05 435193.9
21 South Carolina 4284337 447904 10.45 786149 88547 11.26 832117.9
22 Louisiana 5062438 404194 7.98 553650 51255 9.26 1088978.8
23 Colorado 5482105 398037 7.26 660469 33701 5.10 951963.2
24 Oklahoma 3214634 392164 12.20 350554 54707 15.61 812397.7
25 Kentucky 3626864 366929 10.12 283503 58201 20.53 811801.6
26 Maryland 7052264 356541 5.06 832245 44190 5.31 1166496.4
27 Utah 2623440 348409 13.28 228892 38780 16.94 818301.4
28 Iowa 1256662 321274 25.57 55191 22019 39.90 398299.2
29 Washington 4597590 314692 6.84 510059 36148 7.09 603762.9
30 Arkansas 2446230 298004 12.18 237494 38451 16.19 810593.7
31 Nevada 2503320 279957 11.18 248572 27115 10.91 812725.1
32 Kansas 1177617 279155 23.71 111101 29352 26.42 404219.0
33 Mississippi 1604161 276531 17.24 139278 34574 24.82 539005.6
34 Connecticut 5869595 256522 4.37 1098420 39475 3.59 1646317.7
35 Nebraska 2110148 191437 9.07 248782 13767 5.53 1090849.5
36 New Mexico 2365894 174982 7.40 252109 17008 6.75 1128319.9
37 Idaho 605237 163656 27.04 40522 12383 30.56 337731.6
38 Oregon 3202207 143978 4.50 362368 16198 4.47 759224.0
39 West Virginia 1959437 121935 6.22 274905 18732 6.81 1096405.1
40 Rhode Island 2553744 116191 4.55 373923 14798 3.96 2410645.7
41 South Dakota 403407 108431 26.88 18025 4688 26.01 456002.8
42 North Dakota 1348204 97797 7.25 65405 2829 4.33 1769152.6
44 Montana 962452 94384 9.81 110858 7307 6.59 900516.3
45 Delaware 1243589 78696 6.33 169889 12250 7.21 1277094.9
46 New Hampshire 1267372 66058 5.21 162770 12909 7.93 932089.2
47 Alaska 1511785 54594 3.61 154077 4072 2.64 2066564.6
48 Wyoming 647149 52128 8.06 111079 4056 3.65 1118166.6
49 Maine 1412247 39960 2.83 208553 9634 4.62 1050613.3
50 District of Columbia 1110294 37008 3.33 140246 4585 3.27 1573213.7
51 Hawaii 995847 26218 2.63 117773 2362 2.01 703345.4
52 Vermont 886121 12196 1.38 118796 2949 2.48 1420090.7

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5705263 540059 912 0.17 9.47 3544 361 46559 27213 5.04
Veneto 4204507 313316 621 0.20 7.45 1423 193 32044 9046 2.89
Piemonte 2103721 224376 765 0.34 10.67 2138 152 12125 8895 3.96
Campania 2451711 224098 919 0.41 9.14 1480 103 61859 3803 1.70
Emilia-Romagna 3142398 220575 879 0.40 7.02 2176 198 45312 9581 4.34
Lazio 3378181 207007 842 0.41 6.13 2336 289 60773 5074 2.45
Sicilia 1839463 137853 984 0.72 7.49 1327 202 41613 3545 2.57
Toscana 2259345 135228 399 0.30 5.99 669 109 9202 4226 3.13
Puglia 1325499 124165 879 0.71 9.37 1432 170 51702 3254 2.62
Liguria 869782 70055 238 0.34 8.05 630 64 4385 3371 4.81
Friuli Venezia Giulia 1154752 67921 258 0.38 5.88 579 61 11226 2444 3.60
Marche 697600 56009 333 0.60 8.03 544 68 8681 1986 3.55
Abruzzo 708915 43214 210 0.49 6.10 414 44 10062 1478 3.42
P.A. Bolzano 509703 41122 639 1.58 8.07 233 34 5008 880 2.14
Sardegna 585718 38731 71 0.18 6.61 430 34 15192 994 2.57
Umbria 638694 36477 283 0.78 5.71 369 61 5772 801 2.20
Calabria 522934 33108 166 0.50 6.33 264 24 8614 599 1.81
P.A. Trento 532289 27752 172 0.62 5.21 174 34 2396 1150 4.14
Basilicata 213710 13299 55 0.42 6.22 72 2 3861 326 2.45
Molise 138859 8439 31 0.37 6.08 58 8 1178 272 3.22
Valle d’Aosta 70530 7804 4 0.05 11.06 25 3 201 405 5.19

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 275638 865 0.31 6266 34 0.55 2.27 18735.81 425.92 1 in 53
Quebec 264526 1053 0.40 9862 36 0.37 3.73 30983.38 1155.12 1 in 32
Alberta 124831 268 0.22 1660 11 0.67 1.33 28286.17 376.15 1 in 35
British Columbia 68366 429 0.63 1218 8 0.66 1.78 13376.46 238.31 1 in 75
Manitoba 29733 82 0.28 832 0 0.00 2.80 21584.49 603.99 1 in 46
Saskatchewan 24236 225 0.94 314 8 2.61 1.30 20510.03 265.73 1 in 49
Nova Scotia 1582 1 0.06 65 0 0.00 4.11 1618.49 66.50 1 in 618
New Brunswick 1288 24 1.90 18 0 0.00 1.40 1651.30 23.08 1 in 606
Newfoundland and Labrador 408 0 0.00 4 0 0.00 0.98 782.56 7.67 1 in 1278
Nunavut 294 0 0.00 1 0 0.00 0.34 NA NA 1 in NA
Prince Edward Island 111 0 0.00 0 0 NaN 0.00 701.83 0.00 1 in 1425
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 36 1 2.86 0 0 NaN 0.00 801.71 0.00 1 in 1247
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 80793.27 1365.79 1 in 12
India 8048.76 115.46 1 in 124
Brazil 44354.60 1081.27 1 in 23
United Kingdom 58154.08 1628.91 1 in 17
Russia 26589.24 505.07 1 in 38
France 49016.94 1155.14 1 in 20
Spain 61120.21 1281.72 1 in 16
Italy 42503.44 1477.25 1 in 24
Turkey 30849.86 324.68 1 in 32
Germany 27056.61 712.55 1 in 37
Colombia 43093.48 1112.21 1 in 23
Argentina 43902.15 1093.88 1 in 23
Mexico 14505.36 1234.78 1 in 69
Poland 40026.72 986.73 1 in 25
South Africa 25722.11 792.42 1 in 39
Iran 17636.96 715.99 1 in 57
Ukraine NA NA 1 in NA
Peru 35521.17 1280.11 1 in 28
Indonesia 4165.48 115.84 1 in 240
Netherlands 58144.59 827.59 1 in 17

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1124975 17077 1.52
Maricopa Arizona 477026 7559 1.58
Cook Illinois 455138 8901 1.96
Miami-Dade Florida 375322 4907 1.31
Harris Texas 320744 4314 1.34
Riverside California 276931 3251 1.17
San Bernardino California 275372 1917 0.70
Dallas Texas 261382 2847 1.09
Orange California 247886 3162 1.28
San Diego California 240050 2629 1.10
Tarrant Texas 222111 2277 1.03
Clark Nevada 215469 3313 1.54
Queens New York 180602 8175 4.53
Kings New York 177798 8443 4.75
Bexar Texas 176790 2380 1.35
Broward Florida 174679 2119 1.21
Suffolk New York 145115 2815 1.94
Salt Lake Utah 130734 689 0.53
Nassau New York 130386 2693 2.07
Bronx New York 121465 5454 4.49
El Paso Texas 114386 2126 1.86
Philadelphia Pennsylvania 110793 2900 2.62
Palm Beach Florida 108173 2199 2.03
Franklin Ohio 105457 710 0.67
Orange Florida 104287 959 0.92
Milwaukee Wisconsin 103672 1181 1.14
Santa Clara California 102836 1433 1.39
Middlesex Massachusetts 102781 3142 3.06
Pima Arizona 102320 1795 1.75
Hillsborough Florida 101551 1317 1.30
Wayne Michigan 97228 3995 4.11
Hennepin Minnesota 96097 1533 1.60
Westchester New York 95303 1927 2.02
Kern California 94994 626 0.66
Cuyahoga Ohio 89554 1207 1.35
Fresno California 89272 1185 1.33
Mecklenburg North Carolina 87233 766 0.88
New York New York 86953 3607 4.15
Marion Indiana 86857 1373 1.58
Sacramento California 86856 1271 1.46
Utah Utah 84833 289 0.34
Gwinnett Georgia 84210 776 0.92
St. Louis Missouri 84001 1705 2.03
Duval Florida 82738 929 1.12
Shelby Tennessee 81360 1278 1.57
King Washington 78678 1250 1.59
Fulton Georgia 77977 964 1.24
Essex Massachusetts 77815 1980 2.54
Oklahoma Oklahoma 75542 589 0.78
Davidson Tennessee 75210 752 1.00
Alameda California 74661 991 1.33
Collin Texas 74243 589 0.79
Providence Rhode Island 74238 1582 2.13
Fairfield Connecticut 73651 1940 2.63
DuPage Illinois 72732 1111 1.53
Suffolk Massachusetts 72062 1568 2.18
Ventura California 71212 629 0.88
Oakland Michigan 71009 1906 2.68
Travis Texas 70089 737 1.05
Allegheny Pennsylvania 69837 1536 2.20
Prince George’s Maryland 68295 1238 1.81
Bergen New Jersey 67912 2483 3.66
Hamilton Ohio 67772 460 0.68
Jefferson Alabama 67359 1164 1.73
Jefferson Kentucky 66792 707 1.06
Essex New Jersey 65785 2544 3.87
Wake North Carolina 65716 427 0.65
Hidalgo Texas 65456 2452 3.75
Hartford Connecticut 64818 2141 3.30
Middlesex New Jersey 64776 1933 2.98
New Haven Connecticut 64733 1805 2.79
Tulsa Oklahoma 64677 593 0.92
Cobb Georgia 63322 750 1.18
San Joaquin California 62737 871 1.39
Hudson New Jersey 61784 1868 3.02
Will Illinois 61556 843 1.37
Douglas Nebraska 61438 577 0.94
Pinellas Florida 60130 1305 2.17
Fairfax Virginia 59960 788 1.31
Worcester Massachusetts 59838 1851 3.09
Montgomery Maryland 59292 1313 2.21
Erie New York 57858 1473 2.55
Contra Costa California 57812 531 0.92
Greenville South Carolina 56352 728 1.29
Lake Illinois 56271 875 1.55
Macomb Michigan 56176 1868 3.33
Denver Colorado 55910 740 1.32
Denton Texas 54742 525 0.96
Lee Florida 53081 808 1.52
Passaic New Jersey 51800 1605 3.10
DeKalb Georgia 51738 665 1.29
Union New Jersey 51643 1677 3.25
Fort Bend Texas 51601 486 0.94
Stanislaus California 51416 842 1.64
Polk Florida 51050 977 1.91
Ocean New Jersey 50793 1670 3.29
Bristol Massachusetts 50785 1350 2.66
Sedgwick Kansas 50270 537 1.07
Richmond New York 50255 1461 2.91
Johnson Kansas 50030 662 1.32

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc